scienceteacher, Twitter, 8/1/2020 12:46:45 AM, 231541


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scienceteacher_2020-07-31_17-34-12.xlsx
scienceteacher_2020-07-31_17-34-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 01, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/33iVqFl
@easygeography
@angieshandmade1
@etownscience
@laureenrichar13
@stem_ai
@fscslaptonley
@humhublewisham
@fieldstudiesc
@distancelrnbot
@lex1science

Top hashtags:
#scienceteacher
#science
#biology
#teacher
#stem

Description:
Description
The graph represents a network of 1,728 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 01 August 2020 at 00:37 UTC.

The requested start date was Saturday, 01 August 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 90-day, 14-hour, 13-minute period from Friday, 01 May 2020 at 00:30 UTC to Thursday, 30 July 2020 at 14:43 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1728
Unique Edges : 825
Edges With Duplicates : 2922
Total Edges : 3747
Number of Edge Types : 5
Tweet : 888
Retweet : 1105
MentionsInRetweet : 1304
Mentions : 394
Replies to : 56
Self-Loops : 910
Reciprocated Vertex Pair Ratio : 0.0343170899107756
Reciprocated Edge Ratio : 0.06635700066357
Connected Components : 473
Single-Vertex Connected Components : 256
Maximum Vertices in a Connected Component : 306
Maximum Edges in a Connected Component : 803
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.231152
Graph Density : 0.000504983486671385
Modularity : 0.4307
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 1,728 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 01 August 2020 at 00:37 UTC.

The requested start date was Saturday, 01 August 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 90-day, 14-hour, 13-minute period from Friday, 01 May 2020 at 00:30 UTC to Thursday, 30 July 2020 at 14:43 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : scienceteacher
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[72] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1592424449000
[14] https://www.field-studies-council.org/fsc-fieldworklive/
[13] https://exploratorium.edu/
[12] https://www.amazon.com/hz/wishlist/ls/15O1EU8QBLQUL?ref_=wl_share
[11] http://gifexperiments.blogspot.com
[10] https://www.instagram.com/accounts/login/?next=/p/B_lvLI0AiPg/%3Figshid%3D1fo2zv4pmkmdb
[7] https://target.keslerscience.com/live-registration-pagemek8xqmp
[7] http://www.aliefisd.net
[6] https://www.factsandreasons.com/en/facts-reasons-is-facial-recognition-technology-dangerous/
[6] https://etsy.com/listing/769319036

Top URLs in Tweet in G1:
[4] https://myokapi.com/going-going-gone-p-38.html
[4] http://www.minisciencecentre.in
[3] https://www.theatremagic.com/giveaway/
[3] https://etsy.me/2eG2MHA
[2] https://assisttohire.com/job/28566/
[2] https://www.theschoolsocial.in/e-magazine/2020/July_Day17.php?utm_source=DailyMagazine&utm_medium=Socialmedia&utm_campaign=July17&utm_term=All
[2] https://www.patreon.com/scienceteacher
[1] https://www.youtube.com/watch?v=0_ehEzjvSos&feature=youtu.be

[1] https://www.instagram.com/accounts/login/?next=/p/B_uE0iYlGAO/%3Figshid%3D146ifdseze7du
[1] https://www.youtube.com/watch?v=T_0uGDEsGJw&feature=youtu.be


Top URLs in Tweet in G2:
[1] https://twitter.com/ZonePhysics/status/1153369478350233601/video/1
[1] https://www.bbc.co.uk/news/resources/idt-985b9374-596e-4ae6-aa04-7fbcae4cb7ee?ns_mchannel=social&ns_linkname=news_central&ns_source=twitter&ns_campaign=bbc_weather
[1] https://www.youtube.com/watch?v=TWb4KlM2vts&feature=youtu.be

[1] https://www.gfdrr.org/en/feature-story/dry-drier-drought-understanding-and-tackling-drought-hazards?cid=ECR_TT_WorldBank_EN_EXT&hootPostID=188ae7d0e5681371539b300e593c6d88
[1] https://twitter.com/Havenlust/status/1155029593893625860/video/1
[1] https://www.economist.com/the-world-if/2019/07/06/what-if-geoengineering-goes-rogue?utm_source=twitterr&utm_medium=Economist_Films&utm_campaign=Link_Description&utm_term=Science_and_Technology&utm_content=Databite&linkId=100000007195642&linkId=100000008110338&linkId=100000008547991
[1] https://www.theguardian.com/environment/ng-interactive/2019/jul/19/carbon-calculator-how-taking-one-flight-emits-as-much-as-many-people-do-in-a-year?CMP=Share_iOSApp_Other
[1] https://www.bbc.co.uk/news/world-us-canada-49039095
[1] https://www.bbc.co.uk/news/amp/science-environment-51123638?__twitter_impression=true

Top URLs in Tweet in G3:
[2] https://docs.google.com/presentation/d/1fXNRQs55jMTMfDIBZPCJJ9xtHmi3ie_tI7ZsNiZd130/edit?usp=sharing
[2] https://docs.google.com/presentation/d/1JxODCKUarxzyHgXQxj4QfDML25JfWlTr6ogUGJx1ohA/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1APYqGApL40ON5tpFMCAI-o6u3pmZIOMXGQuYhHwC1VU/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1GC3pYlHRoND76FbOdwLnuLq8580m2Ie5lPqI5D4kKqI/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1iXeo7S7GoN2I3n9VqHcUzKYvrQxUgA05r0BupyNv6w4/edit?usp=sharing
[1] https://docs.google.com/presentation/d/1TeEmh9zkRuXFXsrqCtKI4XmggCsM2VtUvkN4RSZ8Zio/edit?usp=sharing
[1] https://docs.google.com/presentation/d/16L3yol2aCB2_8aP4ShOOFThKqT1rnW0FCPRbR21SAKc/preview?rm=minimal
[1] https://docs.google.com/presentation/d/1SJDW7UGJgTM69mYV9e4XmTkgzBzN42OMaXQi2VpAbmU/edit?usp=sharing

Top URLs in Tweet in G4:
[72] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1592424449000
[1] https://www.etsy.com/CraftyMom75/listing/620907121/last-onescience-apron-science-teacher?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1594674526000
[1] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1590583601000
[1] https://www.facebook.com/McDonaldInst

Top URLs in Tweet in G5:
[14] https://www.field-studies-council.org/fsc-fieldworklive/
[3] https://encounteredu.com/live-lessons/fsc-fieldworklive-2020
[3] https://encounteredu.com/live-lessons/building-a-fieldwork-toolkit-for-new-science-teachers

Top URLs in Tweet in G6:
[1] https://www.pexels.com/video/4972043/
[1] https://twitter.com/compoundchem/status/1266099827785465862
[1] https://royalsociety.org/science-events-and-lectures/2020/summer-science-online/
[1] https://twitter.com/NHM_Learn/status/1265564022386147329
[1] https://twitter.com/mires_mrs/status/1277893166327308288
[1] https://docs.google.com/forms/d/12Q5wOuuPCpBX53esaNo2O2BsmxWbKgSTxP81EzudWIA/edit
[1] https://www.talkphysics.org/events/iop-regional-cpd-earth-and-space-pick-n-mix/

Top URLs in Tweet in G7:
[5] https://www.k12prospects.com/k-12-school-finances-the-big-picture/?utm_source=twitter&utm_medium=posting-image&utm_campaign=k-12-school-finances&utm_content=textlink
[5] https://www.k12prospects.com/LP/Flowchrt/Flowchart.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=districts-decision-making-flowchart&utm_content=textlink
[3] https://origamiorganelles.com/
[3] https://wardsworld.wardsci.com/stem-makerspace/how-to-build-a-makerspace-on-a-shoestring-budget-a-summertime-project
[2] http://www.k12prospects.com/LP/Avoiding-Email-Spam-Filters/Marketing-to-Schools-Avoiding-Email-Spam-Filters.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=avoid-the-spam-folder&utm_content=textlink
[2] https://read.activelylearn.com/#teacher/reader/authoring/preview/1461476/notes
[2] https://read.activelylearn.com/#teacher/reader/authoring/preview/1572846/notes
[2] https://wardsworld.wardsci.com/blog-posts/our-favorite-free-online-resources-for-science-teachers?utm_source=hootsuite&utm_medium=social-post&utm_term=&utm_content=twitter&utm_campaign=ww-2020
[2] https://wardsworld.wardsci.com/youtube-wards-world-videos/bullfrog-dissection-everything-you-ever-wanted-to-know-in-6-minutes
[2] https://wardsworld.wardsci.com/blog-posts/how-to-teach-osmosis-and-diffusion-with-agar-cubes-a-free-activity

Top URLs in Tweet in G8:
[12] https://www.amazon.com/hz/wishlist/ls/15O1EU8QBLQUL?ref_=wl_share
[3] https://www.teacherspayteachers.com/Product/World-Peace-Social-Emotional-Learning-Mindfulness-Words-Classroom-Poster-4832523?fbclid=IwAR32fhic8rHLGC6VTQUc0Wky-1AzEyFuN0S4Qmm5rzE0H4TuUf0TfzoXRDw
[2] http://missosmosisteachingresources.com/2019/10/29/where-to-find-my-resources/
[1] https://www.hoddereducation.co.uk/product/9781510480711?Product=9781510480711
[1] https://www.hoddereducation.co.uk/PMP-twitter
[1] https://www.hoddereducation.co.uk/events#&pid=5&st=33&s=210&limit=true&type=4
[1] https://www.hoddereducation.co.uk/product/9781510476455?Product=9781510476455
[1] https://www.hoddereducation.co.uk/product/9781510476424?Product=9781510476424
[1] https://www.hoddereducation.co.uk/product/9781510476431?Product=9781510476431
[1] https://docs.google.com/presentation/d/1JxODCKUarxzyHgXQxj4QfDML25JfWlTr6ogUGJx1ohA/edit?usp=sharing

Top URLs in Tweet in G9:
[2] https://chemistry.cramnow.com/
[1] https://forms.ncl.ac.uk/Shibboleth.sso/Login?target=https://forms.ncl.ac.uk/manage_forms.php
[1] https://twitter.com/missjlowes/status/1263074325734793217

Top URLs in Tweet in G10:
[1] https://twitter.com/ChristineNiewh1/status/1280472401164337153
[1] https://twitter.com/melifurman/status/1277708928709771264
[1] https://twitter.com/planetovar/status/1279008764918718465
[1] https://twitter.com/mineducacion/status/1276505709471989760
[1] https://twitter.com/educaunisabana/status/1278714671537758209

Top Domains
Top Domains in Tweet in Entire Graph:
[102] etsy.com
[88] twitter.com
[60] instagram.com
[57] youtube.com
[29] amazon.com
[24] google.com
[24] wardsci.com
[23] co.uk
[18] spotify.com
[16] blogspot.com

Top Domains in Tweet in G1:
[43] instagram.com
[33] twitter.com
[11] youtube.com
[4] myokapi.com
[4] minisciencecentre.in
[3] amazon.com
[3] co.uk
[3] theatremagic.com
[3] etsy.me
[2] assisttohire.com

Top Domains in Tweet in G2:
[3] co.uk
[2] twitter.com
[1] youtube.com
[1] gfdrr.org
[1] economist.com
[1] theguardian.com

Top Domains in Tweet in G3:
[10] google.com

Top Domains in Tweet in G4:
[74] etsy.com
[1] facebook.com

Top Domains in Tweet in G5:
[14] field-studies-council.org
[6] encounteredu.com

Top Domains in Tweet in G6:
[3] twitter.com
[1] pexels.com
[1] royalsociety.org
[1] google.com
[1] talkphysics.org

Top Domains in Tweet in G7:
[23] wardsci.com
[15] youtube.com
[12] k12prospects.com
[9] origamiorganelles.com
[6] activelylearn.com
[1] datanuggets.org
[1] ajc.com

Top Domains in Tweet in G8:
[13] amazon.com
[8] co.uk
[4] twitter.com
[4] teacherspayteachers.com
[2] missosmosisteachingresources.com
[1] google.com
[1] etsy.com
[1] instagram.com

Top Domains in Tweet in G9:
[2] cramnow.com
[1] ac.uk
[1] twitter.com

Top Domains in Tweet in G10:
[5] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1297] scienceteacher
[382] science
[138] biology
[120] teacher
[111] stem
[109] iteachscience
[98] apbio
[93] theapsoluterecap
[93] apbiology
[90] bio



Top Hashtags in Tweet in G1:
[323] scienceteacher
[86] science
[47] teacher
[33] education
[22] teaching
[21] teacherlife
[21] teachers
[20] stem
[19] edutwitter
[17] students

Top Hashtags in Tweet in G2:
[73] geography
[64] volcano
[28] scienceteacher
[17] togetherinheart
[12] geographyteacher
[8] climatechange
[8] solar
[7] teacherstrong
[6] plasticwaste
[6] teacher

Top Hashtags in Tweet in G3:
[73] scientificmethod
[60] interactivenotebook
[17] stem
[10] scienceteacher
[7] googleslides
[5] googleedu
[3] digitallearning
[3] chemistryteacher
[3] labsafety
[3] interactivebitmoji

Top Hashtags in Tweet in G4:
[69] etsy
[4] scienceteacher
[3] science
[2] etsymntt
[2] womeninscience
[1] teachersonline
[1] craftshout
[1] volcano
[1] geography
[1] sciences

Top Hashtags in Tweet in G5:
[43] cpd
[43] pgce
[42] rqts
[34] nqt
[33] schooldirect
[24] scienceteacher
[17] fieldwork
[16] freecpd
[10] fieldworklive
[9] nqts

Top Hashtags in Tweet in G6:
[31] scienceteacher
[10] science
[9] chemistry
[7] puns
[7] gags
[5] geographyteacher
[5] climateemergency
[4] edutwitter
[4] physics
[3] nqt

Top Hashtags in Tweet in G7:
[74] scienceteacher
[36] science
[23] wardsworld
[21] distancelearning
[20] wardsscience
[19] k12
[17] technology
[10] mathsteacher
[10] schoolproject
[9] scratch3

Top Hashtags in Tweet in G8:
[37] scienceteacher
[26] stem
[12] teachertwitter
[10] retweet
[6] science
[5] scienceed
[5] scienceisawesome
[5] edutwitter
[5] teacher
[4] scied

Top Hashtags in Tweet in G9:
[6] scienceteacher
[2] edutwitter
[2] mathsteacher
[2] science
[2] chemistry
[1] teaching
[1] education
[1] edutech
[1] alevels2021
[1] edchat

Top Hashtags in Tweet in G10:
[5] stem
[5] stemeducation
[5] teacher
[5] scienceteacher
[5] profesor
[3] science
[2] profes
[2] teachfromhome
[2] profe
[1] profesordeciencias

Top Words
Top Words in Tweet in Entire Graph:
[1292] #scienceteacher
[691] science
[381] #science
[362] apron
[343] teacher
[231] one
[181] students
[162] use
[160] year
[159] last

Top Words in Tweet in G1:
[320] #scienceteacher
[86] #science
[70] science
[47] #teacher
[33] #education
[28] students
[24] teacher
[23] more
[22] #teaching
[21] #teacherlife

Top Words in Tweet in G2:
[150] easygeography
[74] article
[72] #geography
[64] #volcano
[56] spectacular
[54] geography
[54] teacher
[54] choose
[54] use
[54] drone

Top Words in Tweet in G3:
[144] etownscience
[133] slidesmaniasm
[78] teach
[76] digital
[75] interactive
[73] #scientificmethod
[73] notebook
[73] created
[73] thanks
[71] tem

Top Words in Tweet in G4:
[362] apron
[282] science
[145] teacher
[143] scientist
[141] shop
[141] female
[141] utility
[140] last
[140] one
[138] angieshandmade1

Top Words in Tweet in G5:
[54] free
[53] fieldstudiesc
[48] upcoming
[43] #cpd
[43] #pgce
[42] sessions
[42] #rqts
[35] students
[34] #nqt
[33] calling

Top Words in Tweet in G6:
[31] #scienceteacher
[14] online
[14] paper
[14] phase
[10] #science
[9] teaching
[9] #chemistry
[9] share
[9] teacher
[9] climate

Top Words in Tweet in G7:
[74] #scienceteacher
[36] #science
[34] school
[31] year
[23] #wardsworld
[22] students
[22] online
[21] #distancelearning
[20] #wardsscience
[19] #k12

Top Words in Tweet in G8:
[36] #scienceteacher
[26] #stem
[24] science
[21] practice
[15] copy
[14] makes
[14] permanent
[14] aqa
[14] gcse
[14] follow

Top Words in Tweet in G9:
[41] finally
[41] round
[41] finishing
[41] set
[41] dual
[41] coded
[41] biology
[41] required
[41] practical
[41] instruction

Top Words in Tweet in G10:
[11] profesor
[9] ciencias
[6] vale
[6] pena
[5] #stem
[5] #stemeducation
[5] #teacher
[5] #scienceteacher
[5] #profesor
[4] unisabana

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[190] science,teacher
[168] #science,#scienceteacher
[143] teacher,apron
[141] science,apron
[141] apron,science
[141] apron,female
[141] female,scientist
[141] scientist,utility
[140] last,one
[91] #biology,#science

Top Word Pairs in Tweet in G1:
[14] #science,#scienceteacher
[14] #mathsteacher,#scienceteacher
[13] science,teacher
[13] #teacher,#teachers
[13] #science,#education
[13] #education,#students
[12] #students,#teacher
[12] #teachers,#mathsteacher
[11] #minisciencecentre,#msc
[11] #msc,#teaching

Top Word Pairs in Tweet in G2:
[54] geography,teacher
[54] teacher,choose
[54] choose,use
[54] use,drone
[54] drone,spectacular
[54] spectacular,footage
[54] footage,#volcano
[54] #volcano,#geography
[53] easygeography,geography
[50] #geography,#geographyt

Top Word Pairs in Tweet in G3:
[73] teach,#scientificmethod
[73] #scientificmethod,digital
[73] digital,interactive
[73] interactive,notebook
[73] notebook,created
[73] created,thanks
[73] thanks,slidesmaniasm
[71] etownscience,teach
[71] slidesmaniasm,tem
[59] thank,slidesmaniasm

Top Word Pairs in Tweet in G4:
[143] teacher,apron
[141] science,apron
[141] apron,science
[141] science,teacher
[141] apron,female
[141] female,scientist
[141] scientist,utility
[140] last,one
[74] utility,apron
[73] shop,science

Top Word Pairs in Tweet in G5:
[42] free,#cpd
[42] #cpd,sessions
[42] #rqts,#pgce
[35] #pgce,students
[33] calling,#nqt
[33] #nqt,#rqts
[33] students,#schooldirect
[33] #schooldirect,placements
[33] placements,two
[33] two,upcoming

Top Word Pairs in Tweet in G6:
[8] #science,#chemistry
[8] dear,teacher
[8] teacher,communities
[8] communities,please
[8] please,share
[8] share,invitation
[8] invitation,big
[8] big,climate
[8] climate,teach
[8] teach,day

Top Word Pairs in Tweet in G7:
[21] #science,#scienceteacher
[17] #wardsscience,#wardsworld
[16] looking,online
[16] online,materials
[16] materials,plan
[16] plan,upcoming
[16] upcoming,school
[16] school,year
[16] year,fill
[16] fill,form

Top Word Pairs in Tweet in G8:
[14] practice,makes
[14] makes,permanent
[14] aqa,gcse
[14] #scienceteacher,#stem
[12] level,science
[11] win,copy
[11] copy,practice
[11] permanent,aqa
[11] gcse,level
[11] science,follow

Top Word Pairs in Tweet in G9:
[41] finally,round
[41] round,finishing
[41] finishing,set
[41] set,dual
[41] dual,coded
[41] coded,biology
[41] biology,required
[41] required,practical
[41] practical,instruction
[41] instruction,sheets

Top Word Pairs in Tweet in G10:
[6] profesor,ciencias
[6] ciencias,vale
[6] vale,pena
[4] #stem,#stemeducation
[3] pena,#stem
[3] #teacher,#science
[3] #science,#scienceteacher
[3] buenas,reflexiones
[3] reflexiones,planetovar
[3] planetovar,profesor

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@etownscience
@angieshandmade1
@slidesmaniasm
@fieldstudiesc
@missjlowes
@apsoluterecap
@edvotek
@data_nuggets
@_sciencecapital

Top Mentioned in G1:
@assisttohirenow
@feynmanism
@scienceteenz
@southrockaademy
@blacksnakeprod

Top Mentioned in G2:
@easygeography
@shmslouisville
@mrsdzscientists

Top Mentioned in G3:
@etownscience
@slidesmaniasm
@msrazzchemclass

Top Mentioned in G4:
@angieshandmade1
@mcdonaldinst
@easygeography

Top Mentioned in G5:
@fieldstudiesc
@fscslaptonley
@easygeography
@encounteredu

Top Mentioned in G6:
@geography_paul
@stewwrites
@zoeschnepp
@roysocchem
@iopteaching
@doc_kristy
@benking01
@docwhalley
@phetsims
@kcoscience

Top Mentioned in G7:
@data_nuggets
@justlearning_in
@wardsscience
@k12prospects
@activelylearn
@ripleycourtprep
@origamicells
@ajc
@dcsdk12
@vetlifescience

Top Mentioned in G8:
@hodderschools
@ms_ciampi
@hoddermagazines
@drshetalao
@pangolino_org
@aqa
@science_teach_
@classtag
@afkcreationsnc
@etownscience

Top Mentioned in G9:
@missjlowes
@stemnewcastle

Top Mentioned in G10:
@unisabana
@sabanacv
@planetovar
@profebarreto
@siemensstiftung
@seceducacundi
@educacionbogota
@obduliovp
@educaunisabana
@semanaed

Top Tweeters
Top Tweeters in Entire Graph:
@barntiques859
@sectest9
@paoloigna1
@dichristine
@cowboyscifibot
@mistersalesman
@alhanda
@robre62
@smilingbluedog
@janromes

Top Tweeters in G1:
@woodentek_world
@vvani4u
@twinklresources
@shaganpawar
@njschooljobs
@laughpurgatory
@thebiospace
@feliciab772
@rellartwork
@fizzicsed

Top Tweeters in G2:
@anthropocenuke0
@imagine_garden
@ourfuturebot
@drmallickseeme1
@vivianharris45
@iamnotcrazy__
@lallyabrown
@macnutman
@cbradbee
@geographygem

Top Tweeters in G3:
@liwanageugene
@bayannagalit
@shellterrell
@makyosunim
@athigah
@srb1970rita
@tarafarah7
@hechternacht
@nobleknits2
@techchef4u

Top Tweeters in G4:
@barntiques859
@alhanda
@smilingbluedog
@janromes
@dianamsharpton
@capecodgiftshop
@supersoftknits
@hirogallery
@tudortweep
@pennilessscribe

Top Tweeters in G5:
@lawlor224
@drrlofthouse
@colinnwalker
@jua1313thomas
@britishspiders
@mildthing99
@gis4schools
@the_ga
@suetownsend3
@clotc

Top Tweeters in G6:
@rondelle10_b
@benking01
@doc_kristy
@lego_group
@royalsociety
@fcc_totnes
@chemdrk
@maternitycpd
@royalsocbio
@harmsy

Top Tweeters in G7:
@sectest9
@cybersecurityn8
@ajc
@markj_ohnson
@developersbot
@jc_james_clark
@s_akrati
@askn0b0dy
@k12prospects
@umichsph

Top Tweeters in G8:
@bwolmers
@feralartist
@nplace1
@etsygroupboard
@stem_ai
@rrhondasutton
@cougarguy01
@catnip202x
@planetpals
@cmiller_teacher

Top Tweeters in G9:
@edutweetoz
@phoare1963
@teachingtricks
@teachercolin
@imisschalk
@ksasapp
@wandering_carla
@scott_teach
@mumta_sharma
@opsonise

Top Tweeters in G10:
@educacionbogota
@tornilloarqui
@mineducacion
@mincienciasco
@unisabana
@usmcomsabana
@springeredu
@semanaed
@seceducacundi
@tiempodeciencia